Pandas Profiling Report

Dataset statistics

Number of variables	31
Number of observations	61222
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	14.5 MiB
Average record size in memory	248.0 B

Variable types

Numeric	21
Categorical	10

Alerts

`Accounts Delinquent` has constant value "0"	Constant
`Loan Status` has constant value "0"	Constant
`Public Record` is highly imbalanced (82.9%)	Imbalance
`Collection 12 months Medical` is highly imbalanced (85.1%)	Imbalance
`Application Type` is highly imbalanced (98.1%)	Imbalance
`ID` has unique values	Unique
`Delinquency - two years` has 47277 (77.2%) zeros	Zeros
`Inquires - six months` has 54887 (89.7%) zeros	Zeros

Reproduction

Analysis started	2024-05-21 16:58:21.573490
Analysis finished	2024-05-21 16:58:46.385560
Duration	24.81 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

ID
Real number (ℝ)

UNIQUE

Distinct	61222
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25624431

Minimum	1298156
Maximum	72245779
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	1298156
5-th percentile	2289741.6
Q1	6566992.8
median	17900004
Q3	42702170
95-th percentile	63745001
Maximum	72245779
Range	70947623
Interquartile range (IQR)	36135177

Descriptive statistics

Standard deviation	21090401
Coefficient of variation (CV)	0.82305832
Kurtosis	-1.0879127
Mean	25624431
Median Absolute Deviation (MAD)	14282920
Skewness	0.55792427
Sum	1.5687789 × 10¹²
Variance	4.4480501 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65087372	1	< 0.1%
64224763	1	< 0.1%
69112031	1	< 0.1%
7009586	1	< 0.1%
22088220	1	< 0.1%
10867815	1	< 0.1%
8607102	1	< 0.1%
7945397	1	< 0.1%
67169611	1	< 0.1%
10375342	1	< 0.1%
Other values (61212)	61212	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1298156	1	< 0.1%
1298576	1	< 0.1%
1298988	1	< 0.1%
1299125	1	< 0.1%
1299130	1	< 0.1%
1300238	1	< 0.1%
1300577	1	< 0.1%
1300838	1	< 0.1%
1301081	1	< 0.1%
1301420	1	< 0.1%

Value	Count	Frequency (%)
72245779	1	< 0.1%
72191501	1	< 0.1%
72187231	1	< 0.1%
72182515	1	< 0.1%
72134965	1	< 0.1%
72113342	1	< 0.1%
72101854	1	< 0.1%
72076506	1	< 0.1%
72065755	1	< 0.1%
72050446	1	< 0.1%

Loan Amount
Real number (ℝ)

Distinct	26624
Distinct (%)	43.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16860.853

Minimum	1014
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	1014
5-th percentile	4503
Q1	10042.25
median	16087
Q3	22098
95-th percentile	31736.95
Maximum	35000
Range	33986
Interquartile range (IQR)	12055.75

Descriptive statistics

Standard deviation	8357.3814
Coefficient of variation (CV)	0.49566777
Kurtosis	-0.79555971
Mean	16860.853
Median Absolute Deviation (MAD)	6031
Skewness	0.28870263
Sum	1.0322551 × 10⁹
Variance	69845823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15118	11	< 0.1%
14424	11	< 0.1%
14556	11	< 0.1%
15962	11	< 0.1%
16216	10	< 0.1%
15564	10	< 0.1%
15932	10	< 0.1%
15639	10	< 0.1%
14689	10	< 0.1%
15165	10	< 0.1%
Other values (26614)	61118	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1014	1	< 0.1%
1020	1	< 0.1%
1024	1	< 0.1%
1025	1	< 0.1%
1030	1	< 0.1%
1031	1	< 0.1%
1036	1	< 0.1%
1045	1	< 0.1%
1046	1	< 0.1%
1048	1	< 0.1%

Value	Count	Frequency (%)
35000	1	< 0.1%
34999	1	< 0.1%
34996	1	< 0.1%
34995	1	< 0.1%
34993	1	< 0.1%
34991	1	< 0.1%
34990	1	< 0.1%
34988	2	< 0.1%
34987	1	< 0.1%
34986	1	< 0.1%

Funded Amount
Real number (ℝ)

Distinct	23748
Distinct (%)	38.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15767.049

Minimum	1014
Maximum	34999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	1014
5-th percentile	5903
Q1	9255
median	13032
Q3	21801
95-th percentile	32121
Maximum	34999
Range	33985
Interquartile range (IQR)	12546

Descriptive statistics

Standard deviation	8154.6828
Coefficient of variation (CV)	0.51719778
Kurtosis	-0.61667316
Mean	15767.049
Median Absolute Deviation (MAD)	5086
Skewness	0.67344113
Sum	9.6529028 × 10⁸
Variance	66498852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11034	15	< 0.1%
10835	15	< 0.1%
9011	13	< 0.1%
8860	13	< 0.1%
10728	13	< 0.1%
11187	13	< 0.1%
11451	13	< 0.1%
7691	12	< 0.1%
10860	12	< 0.1%
11197	12	< 0.1%
Other values (23738)	61091	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1014	1	< 0.1%
1032	1	< 0.1%
1080	1	< 0.1%
1087	1	< 0.1%
1098	1	< 0.1%
1154	1	< 0.1%
1163	1	< 0.1%
1179	1	< 0.1%
1236	1	< 0.1%
1249	1	< 0.1%

Value	Count	Frequency (%)
34999	2	< 0.1%
34998	2	< 0.1%
34995	1	< 0.1%
34994	1	< 0.1%
34993	1	< 0.1%
34988	1	< 0.1%
34986	2	< 0.1%
34983	1	< 0.1%
34982	2	< 0.1%
34977	1	< 0.1%

Funded Amount Investor
Real number (ℝ)

Distinct	61205
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14621.996

Minimum	1114.5902
Maximum	34999.746
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	1114.5902
5-th percentile	6334.9196
Q1	9845.6848
median	12806.409
Q3	17748.224
95-th percentile	28884.343
Maximum	34999.746
Range	33885.156
Interquartile range (IQR)	7902.5393

Descriptive statistics

Standard deviation	6776.6712
Coefficient of variation (CV)	0.46345731
Kurtosis	0.47385214
Mean	14621.996
Median Absolute Deviation (MAD)	3557.2668
Skewness	0.99305992
Sum	8.9518786 × 10⁸
Variance	45923272
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10709.63623	2	< 0.1%
7890.447955	2	< 0.1%
13971.02321	2	< 0.1%
12231.16637	2	< 0.1%
14240.83015	2	< 0.1%
9520.450589	2	< 0.1%
14043.45039	2	< 0.1%
12367.56806	2	< 0.1%
10936.53653	2	< 0.1%
13692.84975	2	< 0.1%
Other values (61195)	61202	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1114.590204	1	< 0.1%
1127.754818	1	< 0.1%
1129.708853	1	< 0.1%
1242.527961	1	< 0.1%
1246.547591	1	< 0.1%
1250.787941	1	< 0.1%
1372.686804	1	< 0.1%
1441.583282	1	< 0.1%
1525.567016	1	< 0.1%
1537.528946	1	< 0.1%

Value	Count	Frequency (%)
34999.74643	1	< 0.1%
34999.43383	1	< 0.1%
34997.89175	1	< 0.1%
34996.88747	1	< 0.1%
34995.26246	1	< 0.1%
34993.60145	1	< 0.1%
34993.49979	1	< 0.1%
34990.5952	1	< 0.1%
34988.98401	1	< 0.1%
34987.513	1	< 0.1%

Term
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	478.4 KiB

59	39529
58	20390
36	1303

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	122444
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	59
2nd row	59
3rd row	59
4th row	59
5th row	59

Common Values

Value	Count	Frequency (%)
59	39529	64.6%
58	20390	33.3%
36	1303	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
59	39529	64.6%
58	20390	33.3%
36	1303	2.1%

Most occurring characters

Value	Count	Frequency (%)
5	59919	48.9%
9	39529	32.3%
8	20390	16.7%
3	1303	1.1%
6	1303	1.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	122444	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
5	59919	48.9%
9	39529	32.3%
8	20390	16.7%
3	1303	1.1%
6	1303	1.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	122444	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
5	59919	48.9%
9	39529	32.3%
8	20390	16.7%
3	1303	1.1%
6	1303	1.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	122444	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
5	59919	48.9%
9	39529	32.3%
8	20390	16.7%
3	1303	1.1%
6	1303	1.1%

Interest Rate
Real number (ℝ)

Distinct	61210
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.842815

Minimum	5.3200058
Maximum	27.182348
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	5.3200058
5-th percentile	6.1336266
Q1	9.2985479
median	11.376376
Q3	14.189447
95-th percentile	18.571065
Maximum	27.182348
Range	21.862342
Interquartile range (IQR)	4.8908992

Descriptive statistics

Standard deviation	3.7113777
Coefficient of variation (CV)	0.31338645
Kurtosis	0.13701876
Mean	11.842815
Median Absolute Deviation (MAD)	2.3777365
Skewness	0.55776919
Sum	725040.82
Variance	13.774325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.97529763	2	< 0.1%
15.78960848	2	< 0.1%
10.15106863	2	< 0.1%
9.28661329	2	< 0.1%
8.155726081	2	< 0.1%
9.912497484	2	< 0.1%
8.637499241	2	< 0.1%
9.031164731	2	< 0.1%
11.97836961	2	< 0.1%
6.191126068	2	< 0.1%
Other values (61200)	61202	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.320005799	1	< 0.1%
5.320159165	1	< 0.1%
5.320433439	1	< 0.1%
5.320547017	1	< 0.1%
5.321130759	1	< 0.1%
5.321256189	1	< 0.1%
5.322212834	1	< 0.1%
5.322458098	1	< 0.1%
5.322651425	1	< 0.1%
5.322937103	1	< 0.1%

Value	Count	Frequency (%)
27.18234758	1	< 0.1%
27.07000405	1	< 0.1%
27.01820329	1	< 0.1%
26.9329474	1	< 0.1%
26.92044891	1	< 0.1%
26.83306079	1	< 0.1%
26.54588757	1	< 0.1%
26.51588192	1	< 0.1%
26.32641724	1	< 0.1%
26.31597117	1	< 0.1%

Grade
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	478.4 KiB

C	17293
B	17107
A	10955
D	7463
E	5828
Other values (2)	2576

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	61222
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B
2nd row	C
3rd row	F
4th row	C
5th row	C

Common Values

Value	Count	Frequency (%)
C	17293	28.2%
B	17107	27.9%
A	10955	17.9%
D	7463	12.2%
E	5828	9.5%
F	2013	3.3%
G	563	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
c	17293	28.2%
b	17107	27.9%
a	10955	17.9%
d	7463	12.2%
e	5828	9.5%
f	2013	3.3%
g	563	0.9%

Most occurring characters

Value	Count	Frequency (%)
C	17293	28.2%
B	17107	27.9%
A	10955	17.9%
D	7463	12.2%
E	5828	9.5%
F	2013	3.3%
G	563	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
C	17293	28.2%
B	17107	27.9%
A	10955	17.9%
D	7463	12.2%
E	5828	9.5%
F	2013	3.3%
G	563	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
C	17293	28.2%
B	17107	27.9%
A	10955	17.9%
D	7463	12.2%
E	5828	9.5%
F	2013	3.3%
G	563	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
C	17293	28.2%
B	17107	27.9%
A	10955	17.9%
D	7463	12.2%
E	5828	9.5%
F	2013	3.3%
G	563	0.9%

Employment Duration
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	478.4 KiB

MORTGAGE	33128
RENT	21839
OWN	6255

Length

Max length	8
Median length	8
Mean length	6.0622815
Min length	3

Characters and Unicode

Total characters	371145
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MORTGAGE
2nd row	RENT
3rd row	MORTGAGE
4th row	MORTGAGE
5th row	MORTGAGE

Common Values

Value	Count	Frequency (%)
MORTGAGE	33128	54.1%
RENT	21839	35.7%
OWN	6255	10.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mortgage	33128	54.1%
rent	21839	35.7%
own	6255	10.2%

Most occurring characters

Value	Count	Frequency (%)
G	66256	17.9%
R	54967	14.8%
T	54967	14.8%
E	54967	14.8%
O	39383	10.6%
M	33128	8.9%
A	33128	8.9%
N	28094	7.6%
W	6255	1.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	371145	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
G	66256	17.9%
R	54967	14.8%
T	54967	14.8%
E	54967	14.8%
O	39383	10.6%
M	33128	8.9%
A	33128	8.9%
N	28094	7.6%
W	6255	1.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	371145	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
G	66256	17.9%
R	54967	14.8%
T	54967	14.8%
E	54967	14.8%
O	39383	10.6%
M	33128	8.9%
A	33128	8.9%
N	28094	7.6%
W	6255	1.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	371145	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
G	66256	17.9%
R	54967	14.8%
T	54967	14.8%
E	54967	14.8%
O	39383	10.6%
M	33128	8.9%
A	33128	8.9%
N	28094	7.6%
W	6255	1.7%

Home Ownership
Real number (ℝ)

Distinct	61215
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80488.081

Minimum	14573.537
Maximum	406561.54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	14573.537
5-th percentile	33522.487
Q1	51678.569
median	69274.74
Q3	94458.039
95-th percentile	168095.45
Maximum	406561.54
Range	391988
Interquartile range (IQR)	42779.469

Descriptive statistics

Standard deviation	44982.239
Coefficient of variation (CV)	0.55886833
Kurtosis	7.0789422
Mean	80488.081
Median Absolute Deviation (MAD)	20056.556
Skewness	2.1377581
Sum	4.9276413 × 10⁹
Variance	2.0234019 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37623.24185	2	< 0.1%
27139.67231	2	< 0.1%
58867.57595	2	< 0.1%
71159.7124	2	< 0.1%
61831.12988	2	< 0.1%
35858.04083	2	< 0.1%
39753.81982	2	< 0.1%
155158.436	1	< 0.1%
167523.331	1	< 0.1%
50944.31929	1	< 0.1%
Other values (61205)	61205	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14573.53717	1	< 0.1%
14652.37968	1	< 0.1%
14678.63863	1	< 0.1%
14788.61394	1	< 0.1%
14836.55226	1	< 0.1%
14859.64954	1	< 0.1%
14901.41773	1	< 0.1%
14938.0786	1	< 0.1%
14996.99281	1	< 0.1%
15013.52595	1	< 0.1%

Value	Count	Frequency (%)
406561.5364	1	< 0.1%
405697.0616	1	< 0.1%
404550.444	1	< 0.1%
401352.3764	1	< 0.1%
400877.5635	1	< 0.1%
400676.3457	1	< 0.1%
399925.7864	1	< 0.1%
399103.7444	1	< 0.1%
398416.3107	1	< 0.1%
397669.9965	1	< 0.1%

Verification Status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	478.4 KiB

Source Verified	29951
Verified	16428
Not Verified	14843

Length

Max length	15
Median length	12
Mean length	12.394319
Min length	8

Characters and Unicode

Total characters	758805
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not Verified
2nd row	Source Verified
3rd row	Source Verified
4th row	Source Verified
5th row	Source Verified

Common Values

Value	Count	Frequency (%)
Source Verified	29951	48.9%
Verified	16428	26.8%
Not Verified	14843	24.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
verified	61222	57.7%
source	29951	28.3%
not	14843	14.0%

Most occurring characters

Value	Count	Frequency (%)
e	152395	20.1%
i	122444	16.1%
r	91173	12.0%
V	61222	8.1%
f	61222	8.1%
d	61222	8.1%
o	44794	5.9%
	44794	5.9%
S	29951	3.9%
u	29951	3.9%
Other values (3)	59637	7.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	758805	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	152395	20.1%
i	122444	16.1%
r	91173	12.0%
V	61222	8.1%
f	61222	8.1%
d	61222	8.1%
o	44794	5.9%
	44794	5.9%
S	29951	3.9%
u	29951	3.9%
Other values (3)	59637	7.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	758805	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	152395	20.1%
i	122444	16.1%
r	91173	12.0%
V	61222	8.1%
f	61222	8.1%
d	61222	8.1%
o	44794	5.9%
	44794	5.9%
S	29951	3.9%
u	29951	3.9%
Other values (3)	59637	7.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	758805	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	152395	20.1%
i	122444	16.1%
r	91173	12.0%
V	61222	8.1%
f	61222	8.1%
d	61222	8.1%
o	44794	5.9%
	44794	5.9%
S	29951	3.9%
u	29951	3.9%
Other values (3)	59637	7.9%

Debit to Income
Real number (ℝ)

Distinct	61216
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.307491

Minimum	0.67529909
Maximum	39.629862
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	0.67529909
5-th percentile	10.20328
Q1	16.760928
median	22.652777
Q3	30.069674
95-th percentile	37.404569
Maximum	39.629862
Range	38.954563
Interquartile range (IQR)	13.308746

Descriptive statistics

Standard deviation	8.4589768
Coefficient of variation (CV)	0.36292953
Kurtosis	-0.90882998
Mean	23.307491
Median Absolute Deviation (MAD)	6.5511812
Skewness	0.081079979
Sum	1426931.2
Variance	71.554288
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.97736061	2	< 0.1%
22.36852703	2	< 0.1%
27.34419347	2	< 0.1%
18.79251904	2	< 0.1%
17.62506899	2	< 0.1%
24.41063595	2	< 0.1%
20.32497351	1	< 0.1%
12.2347598	1	< 0.1%
17.58717481	1	< 0.1%
16.28475781	1	< 0.1%
Other values (61206)	61206	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.675299086	1	< 0.1%
0.763630198	1	< 0.1%
1.300557774	1	< 0.1%
1.329297599	1	< 0.1%
1.372873946	1	< 0.1%
1.391419093	1	< 0.1%
1.397374381	1	< 0.1%
1.425369584	1	< 0.1%
1.757425556	1	< 0.1%
1.803413281	1	< 0.1%

Value	Count	Frequency (%)
39.62986189	1	< 0.1%
39.62964383	1	< 0.1%
39.6278639	1	< 0.1%
39.62757603	1	< 0.1%
39.62741588	1	< 0.1%
39.62731	1	< 0.1%
39.62664966	1	< 0.1%
39.62590781	1	< 0.1%
39.62567144	1	< 0.1%
39.624746	1	< 0.1%

Delinquency - two years
Real number (ℝ)

ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.32457287

Minimum	0
Maximum	8
Zeros	47277
Zeros (%)	77.2%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.79319203
Coefficient of variation (CV)	2.4438027
Kurtosis	30.87995
Mean	0.32457287
Median Absolute Deviation (MAD)	0
Skewness	4.6329703
Sum	19871
Variance	0.6291536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	47277	77.2%
1	10644	17.4%
2	2396	3.9%
3	401	0.7%
7	225	0.4%
6	164	0.3%
5	65	0.1%
8	37	0.1%
4	13	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47277	77.2%
1	10644	17.4%
2	2396	3.9%
3	401	0.7%
4	13	< 0.1%
5	65	0.1%
6	164	0.3%
7	225	0.4%
8	37	0.1%

Value	Count	Frequency (%)
8	37	0.1%
7	225	0.4%
6	164	0.3%
5	65	0.1%
4	13	< 0.1%
3	401	0.7%
2	2396	3.9%
1	10644	17.4%
0	47277	77.2%

Inquires - six months
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14566659

Minimum	0
Maximum	5
Zeros	54887
Zeros (%)	89.7%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.47282786
Coefficient of variation (CV)	3.2459595
Kurtosis	15.1331
Mean	0.14566659
Median Absolute Deviation (MAD)	0
Skewness	3.7104392
Sum	8918
Variance	0.22356618
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	54887	89.7%
1	4147	6.8%
2	1846	3.0%
3	292	0.5%
4	47	0.1%
5	3	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	54887	89.7%
1	4147	6.8%
2	1846	3.0%
3	292	0.5%
4	47	0.1%
5	3	< 0.1%

Value	Count	Frequency (%)
5	3	< 0.1%
4	47	0.1%
3	292	0.5%
2	1846	3.0%
1	4147	6.8%
0	54887	89.7%

Open Account
Real number (ℝ)

Distinct	36
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.280618

Minimum	2
Maximum	37
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	2
5-th percentile	7
Q1	10
median	13
Q3	16
95-th percentile	29
Maximum	37
Range	35
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.2260481
Coefficient of variation (CV)	0.4359789
Kurtosis	1.8255254
Mean	14.280618
Median Absolute Deviation (MAD)	3
Skewness	1.4666612
Sum	874288
Variance	38.763676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
12	7686	12.6%
13	7229	11.8%
11	6632	10.8%
14	5501	9.0%
10	5260	8.6%
9	4201	6.9%
15	3048	5.0%
8	2823	4.6%
16	1918	3.1%
7	1707	2.8%
Other values (26)	15217	24.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	5	< 0.1%
3	38	0.1%
4	172	0.3%
5	422	0.7%
6	924	1.5%
7	1707	2.8%
8	2823	4.6%
9	4201	6.9%
10	5260	8.6%
11	6632	10.8%

Value	Count	Frequency (%)
37	87	0.1%
36	140	0.2%
35	210	0.3%
34	322	0.5%
33	457	0.7%
32	463	0.8%
31	501	0.8%
30	584	1.0%
29	527	0.9%
28	618	1.0%

Public Record
Categorical

IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	478.4 KiB

0	57098
1	3719
2	178
4	158
3	69

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	61222
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	57098	93.3%
1	3719	6.1%
2	178	0.3%
4	158	0.3%
3	69	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	57098	93.3%
1	3719	6.1%
2	178	0.3%
4	158	0.3%
3	69	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	57098	93.3%
1	3719	6.1%
2	178	0.3%
4	158	0.3%
3	69	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	57098	93.3%
1	3719	6.1%
2	178	0.3%
4	158	0.3%
3	69	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	57098	93.3%
1	3719	6.1%
2	178	0.3%
4	158	0.3%
3	69	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	57098	93.3%
1	3719	6.1%
2	178	0.3%
4	158	0.3%
3	69	0.1%

Revolving Balance
Real number (ℝ)

Distinct	19904
Distinct (%)	32.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7702.0276

Minimum	0
Maximum	114621
Zeros	7
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	0
5-th percentile	528
Q1	2548
median	5508
Q3	10206
95-th percentile	22450.95
Maximum	114621
Range	114621
Interquartile range (IQR)	7658

Descriptive statistics

Standard deviation	7847.4061
Coefficient of variation (CV)	1.0188754
Kurtosis	16.682589
Mean	7702.0276
Median Absolute Deviation (MAD)	3478
Skewness	2.9415062
Sum	4.7153353 × 10⁸
Variance	61581782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1394	17	< 0.1%
829	15	< 0.1%
3997	15	< 0.1%
869	15	< 0.1%
1252	14	< 0.1%
1525	14	< 0.1%
80	14	< 0.1%
574	14	< 0.1%
2363	14	< 0.1%
1202	14	< 0.1%
Other values (19894)	61076	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	< 0.1%
1	10	< 0.1%
2	5	< 0.1%
3	6	< 0.1%
4	9	< 0.1%
5	6	< 0.1%
6	6	< 0.1%
7	6	< 0.1%
8	6	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
114621	1	< 0.1%
111223	1	< 0.1%
108050	1	< 0.1%
105820	1	< 0.1%
104159	1	< 0.1%
104133	1	< 0.1%
103901	1	< 0.1%
99484	1	< 0.1%
97895	1	< 0.1%
95226	1	< 0.1%

Revolving Utilities
Real number (ℝ)

Distinct	61218
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.859795

Minimum	0.00517236
Maximum	100.88005
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	0.00517236
5-th percentile	11.588391
Q1	38.623246
median	54.051977
Q3	69.146929
95-th percentile	88.49271
Maximum	100.88005
Range	100.87488
Interquartile range (IQR)	30.523683

Descriptive statistics

Standard deviation	22.542163
Coefficient of variation (CV)	0.42645196
Kurtosis	-0.54277752
Mean	52.859795
Median Absolute Deviation (MAD)	15.246958
Skewness	-0.23629977
Sum	3236182.3
Variance	508.1491
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.55837053	2	< 0.1%
91.31748448	2	< 0.1%
39.61185859	2	< 0.1%
9.409246945	2	< 0.1%
74.93255103	1	< 0.1%
59.42249964	1	< 0.1%
51.29358823	1	< 0.1%
36.10440459	1	< 0.1%
52.86014983	1	< 0.1%
64.46773871	1	< 0.1%
Other values (61208)	61208	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00517236	1	< 0.1%
0.021283828	1	< 0.1%
0.02999706	1	< 0.1%
0.035816294	1	< 0.1%
0.044888253	1	< 0.1%
0.051037999	1	< 0.1%
0.051458193	1	< 0.1%
0.054950741	1	< 0.1%
0.058213542	1	< 0.1%
0.05911439	1	< 0.1%

Value	Count	Frequency (%)
100.8800498	1	< 0.1%
100.8668139	1	< 0.1%
100.8586132	1	< 0.1%
100.8549743	1	< 0.1%
100.8356926	1	< 0.1%
100.8355207	1	< 0.1%
100.8265117	1	< 0.1%
100.8231983	1	< 0.1%
100.798556	1	< 0.1%
100.7822737	1	< 0.1%

Total Accounts
Real number (ℝ)

Distinct	68
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.62734

Minimum	4
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	4
5-th percentile	6
Q1	13
median	18
Q3	23
95-th percentile	33
Maximum	72
Range	68
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.2939759
Coefficient of variation (CV)	0.4452582
Kurtosis	1.3509324
Mean	18.62734
Median Absolute Deviation (MAD)	5
Skewness	0.73794298
Sum	1140403
Variance	68.790035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	3433	5.6%
17	3390	5.5%
19	3372	5.5%
20	3237	5.3%
16	3111	5.1%
21	3039	5.0%
22	2734	4.5%
15	2733	4.5%
23	2389	3.9%
14	2326	3.8%
Other values (58)	31458	51.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1017	1.7%
5	1185	1.9%
6	1280	2.1%
7	1604	2.6%
8	1783	2.9%
9	1877	3.1%
10	2026	3.3%
11	1949	3.2%
12	1921	3.1%
13	2042	3.3%

Value	Count	Frequency (%)
72	2	< 0.1%
71	2	< 0.1%
70	1	< 0.1%
68	3	< 0.1%
67	2	< 0.1%
66	1	< 0.1%
65	7	< 0.1%
64	3	< 0.1%
63	3	< 0.1%
62	1	< 0.1%

Initial List Status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	478.4 KiB

w	33072
f	28150

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	61222
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	w
2nd row	f
3rd row	w
4th row	w
5th row	w

Common Values

Value	Count	Frequency (%)
w	33072	54.0%
f	28150	46.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
w	33072	54.0%
f	28150	46.0%

Most occurring characters

Value	Count	Frequency (%)
w	33072	54.0%
f	28150	46.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
w	33072	54.0%
f	28150	46.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
w	33072	54.0%
f	28150	46.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
w	33072	54.0%
f	28150	46.0%

Total Received Interest
Real number (ℝ)

Distinct	61212
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2067.801

Minimum	4.7367463
Maximum	14301.368
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	4.7367463
5-th percentile	159.62026
Q1	569.21405
median	1329.8068
Q3	2658.9019
95-th percentile	6911.6308
Maximum	14301.368
Range	14296.632
Interquartile range (IQR)	2089.6878

Descriptive statistics

Standard deviation	2218.6353
Coefficient of variation (CV)	1.0729443
Kurtosis	5.1505996
Mean	2067.801
Median Absolute Deviation (MAD)	905.98819
Skewness	2.1283809
Sum	1.2659491 × 10⁸
Variance	4922342.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
672.3328503	2	< 0.1%
3174.594809	2	< 0.1%
437.9250212	2	< 0.1%
941.274347	2	< 0.1%
453.6216698	2	< 0.1%
525.9471228	2	< 0.1%
1530.587463	2	< 0.1%
9061.050032	2	< 0.1%
658.0427657	2	< 0.1%
654.1538512	2	< 0.1%
Other values (61202)	61202	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.736746327	1	< 0.1%
4.740085405	1	< 0.1%
5.029317935	1	< 0.1%
5.037685745	1	< 0.1%
5.121524759	1	< 0.1%
5.167160376	1	< 0.1%
5.307849325	1	< 0.1%
5.397308646	1	< 0.1%
5.486680943	1	< 0.1%
5.535147996	1	< 0.1%

Value	Count	Frequency (%)
14301.36831	1	< 0.1%
14290.59148	1	< 0.1%
14281.46799	1	< 0.1%
14256.74704	1	< 0.1%
14255.15602	1	< 0.1%
14236.69012	1	< 0.1%
14227.81424	1	< 0.1%
14195.13756	1	< 0.1%
14172.13655	1	< 0.1%
14170.63244	1	< 0.1%

Total Received Late Fee
Real number (ℝ)

Distinct	61149
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.128288

Minimum	3.06 × 10^-6
Maximum	42.618882
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	3.06 × 10^-6
5-th percentile	0.0042324661
Q1	0.021130774
median	0.043495508
Q3	0.071949208
95-th percentile	0.14297723
Maximum	42.618882
Range	42.618879
Interquartile range (IQR)	0.050818434

Descriptive statistics

Standard deviation	5.2065731
Coefficient of variation (CV)	4.6145781
Kurtosis	26.435669
Mean	1.128288
Median Absolute Deviation (MAD)	0.024673239
Skewness	5.1245166
Sum	69076.048
Variance	27.108404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.036133219	2	< 0.1%
0.048452768	2	< 0.1%
0.118250648	2	< 0.1%
0.051217008	2	< 0.1%
0.060587916	2	< 0.1%
0.028036774	2	< 0.1%
0.097458332	2	< 0.1%
0.034131852	2	< 0.1%
0.013450934	2	< 0.1%
0.004773949	2	< 0.1%
Other values (61139)	61202	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.06 × 10^-6	1	< 0.1%
3.84 × 10^-6	1	< 0.1%
5.7 × 10^-6	1	< 0.1%
1.27 × 10^-5	1	< 0.1%
1.79 × 10^-5	1	< 0.1%
1.9 × 10^-5	1	< 0.1%
2 × 10^-5	1	< 0.1%
2.07 × 10^-5	1	< 0.1%
2.3 × 10^-5	1	< 0.1%
2.38 × 10^-5	2	< 0.1%

Value	Count	Frequency (%)
42.6188823	1	< 0.1%
42.5951275	1	< 0.1%
42.58806301	1	< 0.1%
42.44903972	1	< 0.1%
42.41545401	1	< 0.1%
42.38591859	1	< 0.1%
42.33250232	1	< 0.1%
42.30642544	1	< 0.1%
42.29851714	1	< 0.1%
42.13909932	1	< 0.1%

Recoveries
Real number (ℝ)

Distinct	61162
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.76585

Minimum	3.56 × 10^-5
Maximum	4354.4674
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	3.56 × 10^-5
5-th percentile	0.33383104
Q1	1.6267814
median	3.3362217
Q3	5.448862
95-th percentile	9.1861333
Maximum	4354.4674
Range	4354.4674
Interquartile range (IQR)	3.8220807

Descriptive statistics

Standard deviation	357.22925
Coefficient of variation (CV)	5.9771467
Kurtosis	58.229151
Mean	59.76585
Median Absolute Deviation (MAD)	1.8652423
Skewness	7.3709138
Sum	3658984.9
Variance	127612.74
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.208043682	2	< 0.1%
3.690140334	2	< 0.1%
5.151216155	2	< 0.1%
9.810005131	2	< 0.1%
3.403557223	2	< 0.1%
3.121505085	2	< 0.1%
1.7711868	2	< 0.1%
2.44868672	2	< 0.1%
2.811728042	2	< 0.1%
0.83272637	2	< 0.1%
Other values (61152)	61202	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.56 × 10^-5	1	< 0.1%
9.02 × 10^-5	1	< 0.1%
0.000220811	1	< 0.1%
0.000350407	1	< 0.1%
0.000372444	1	< 0.1%
0.00042457	1	< 0.1%
0.000595908	1	< 0.1%
0.000696606	1	< 0.1%
0.000865389	1	< 0.1%
0.000882372	1	< 0.1%

Value	Count	Frequency (%)
4354.467419	1	< 0.1%
4339.261318	1	< 0.1%
4330.782063	1	< 0.1%
4325.079801	1	< 0.1%
4313.548899	1	< 0.1%
4299.375307	1	< 0.1%
4262.898182	1	< 0.1%
4254.856665	1	< 0.1%
4241.493689	1	< 0.1%
4220.932555	1	< 0.1%

Collection Recovery Fee
Real number (ℝ)

Distinct	61092
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1294059

Minimum	3.62 × 10^-5
Maximum	166.833
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	3.62 × 10^-5
5-th percentile	0.13053839
Q1	0.47814998
median	0.78234365
Q3	1.0725631
95-th percentile	1.4292624
Maximum	166.833
Range	166.83296
Interquartile range (IQR)	0.59441312

Descriptive statistics

Standard deviation	3.5094738
Coefficient of variation (CV)	3.1073627
Kurtosis	178.25827
Mean	1.1294059
Median Absolute Deviation (MAD)	0.29678037
Skewness	11.175688
Sum	69144.489
Variance	12.316407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.125373051	3	< 0.1%
1.228173443	2	< 0.1%
0.839886403	2	< 0.1%
1.185926135	2	< 0.1%
1.027105363	2	< 0.1%
1.254499426	2	< 0.1%
1.105250042	2	< 0.1%
1.001721823	2	< 0.1%
1.42664969	2	< 0.1%
1.171319212	2	< 0.1%
Other values (61082)	61201	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.62 × 10^-5	1	< 0.1%
4.5 × 10^-5	1	< 0.1%
7.34 × 10^-5	1	< 0.1%
0.000144092	1	< 0.1%
0.000184412	1	< 0.1%
0.000236446	1	< 0.1%
0.000359239	1	< 0.1%
0.000390586	1	< 0.1%
0.000400796	1	< 0.1%
0.000485005	1	< 0.1%

Value	Count	Frequency (%)
166.833	1	< 0.1%
54.22278838	1	< 0.1%
53.46508418	1	< 0.1%
51.42711665	1	< 0.1%
51.04841185	1	< 0.1%
50.84705334	1	< 0.1%
50.66485507	1	< 0.1%
49.94395918	1	< 0.1%
49.85959833	1	< 0.1%
49.52562248	1	< 0.1%

Collection 12 months Medical
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	478.4 KiB

0	59916
1	1306

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	61222
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	59916	97.9%
1	1306	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	59916	97.9%
1	1306	2.1%

Most occurring characters

Value	Count	Frequency (%)
0	59916	97.9%
1	1306	2.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	59916	97.9%
1	1306	2.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	59916	97.9%
1	1306	2.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	59916	97.9%
1	1306	2.1%

Application Type
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	478.4 KiB

INDIVIDUAL	61110
JOINT	112

Length

Max length	10
Median length	10
Mean length	9.990853
Min length	5

Characters and Unicode

Total characters	611660
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INDIVIDUAL
2nd row	INDIVIDUAL
3rd row	INDIVIDUAL
4th row	INDIVIDUAL
5th row	INDIVIDUAL

Common Values

Value	Count	Frequency (%)
INDIVIDUAL	61110	99.8%
JOINT	112	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
individual	61110	99.8%
joint	112	0.2%

Most occurring characters

Value	Count	Frequency (%)
I	183442	30.0%
D	122220	20.0%
N	61222	10.0%
V	61110	10.0%
U	61110	10.0%
A	61110	10.0%
L	61110	10.0%
J	112	< 0.1%
O	112	< 0.1%
T	112	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	611660	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
I	183442	30.0%
D	122220	20.0%
N	61222	10.0%
V	61110	10.0%
U	61110	10.0%
A	61110	10.0%
L	61110	10.0%
J	112	< 0.1%
O	112	< 0.1%
T	112	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	611660	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
I	183442	30.0%
D	122220	20.0%
N	61222	10.0%
V	61110	10.0%
U	61110	10.0%
A	61110	10.0%
L	61110	10.0%
J	112	< 0.1%
O	112	< 0.1%
T	112	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	611660	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
I	183442	30.0%
D	122220	20.0%
N	61222	10.0%
V	61110	10.0%
U	61110	10.0%
A	61110	10.0%
L	61110	10.0%
J	112	< 0.1%
O	112	< 0.1%
T	112	< 0.1%

Last week Pay
Real number (ℝ)

Distinct	162
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.078665

Minimum	0
Maximum	161
Zeros	113
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	35
median	68
Q3	104
95-th percentile	147
Maximum	161
Range	161
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	43.324943
Coefficient of variation (CV)	0.60953513
Kurtosis	-0.98548392
Mean	71.078665
Median Absolute Deviation (MAD)	35
Skewness	0.26453686
Sum	4351578
Variance	1877.0507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	683	1.1%
13	665	1.1%
12	658	1.1%
11	642	1.0%
10	637	1.0%
15	628	1.0%
16	599	1.0%
9	588	1.0%
17	567	0.9%
8	540	0.9%
Other values (152)	55015	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	113	0.2%
1	130	0.2%
2	187	0.3%
3	223	0.4%
4	262	0.4%
5	334	0.5%
6	370	0.6%
7	446	0.7%
8	540	0.9%
9	588	1.0%

Value	Count	Frequency (%)
161	144	0.2%
160	165	0.3%
159	180	0.3%
158	195	0.3%
157	210	0.3%
156	207	0.3%
155	216	0.4%
154	214	0.3%
153	234	0.4%
152	229	0.4%

Accounts Delinquent
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	478.4 KiB

0	61222

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	61222
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	61222	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	61222	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	61222	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	61222	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	61222	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	61222	100.0%

Total Collection Amount
Real number (ℝ)

Distinct	2073
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	144.59224

Minimum	1
Maximum	16421
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	24
median	35
Q3	46
95-th percentile	490
Maximum	16421
Range	16420
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	733.6971
Coefficient of variation (CV)	5.0742496
Kurtosis	209.40093
Mean	144.59224
Median Absolute Deviation (MAD)	11
Skewness	12.947007
Sum	8852226
Variance	538311.44
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	1519	2.5%
36	1494	2.4%
39	1493	2.4%
40	1487	2.4%
41	1478	2.4%
35	1472	2.4%
33	1439	2.4%
34	1426	2.3%
42	1419	2.3%
31	1413	2.3%
Other values (2063)	46582	76.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	287	0.5%
2	301	0.5%
3	319	0.5%
4	360	0.6%
5	371	0.6%
6	424	0.7%
7	448	0.7%
8	486	0.8%
9	528	0.9%
10	565	0.9%

Value	Count	Frequency (%)
16421	1	< 0.1%
16385	1	< 0.1%
16086	1	< 0.1%
16013	1	< 0.1%
15956	1	< 0.1%
15916	1	< 0.1%
15895	1	< 0.1%
15663	1	< 0.1%
15460	1	< 0.1%
15459	1	< 0.1%

Total Current Balance
Real number (ℝ)

Distinct	55768
Distinct (%)	91.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	159137.67

Minimum	617
Maximum	1177412
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	617
5-th percentile	18162.05
Q1	50252.5
median	117993
Q3	227893
95-th percentile	431233.6
Maximum	1177412
Range	1176795
Interquartile range (IQR)	177640.5

Descriptive statistics

Standard deviation	138762.05
Coefficient of variation (CV)	0.87196232
Kurtosis	3.1734917
Mean	159137.67
Median Absolute Deviation (MAD)	78155.5
Skewness	1.5178007
Sum	9.7427264 × 10⁹
Variance	1.9254907 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
223061	4	< 0.1%
43790	4	< 0.1%
34103	4	< 0.1%
61768	4	< 0.1%
98867	4	< 0.1%
44225	4	< 0.1%
18957	4	< 0.1%
38188	4	< 0.1%
24232	4	< 0.1%
70908	4	< 0.1%
Other values (55758)	61182	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
617	1	< 0.1%
623	1	< 0.1%
628	1	< 0.1%
630	1	< 0.1%
667	1	< 0.1%
691	1	< 0.1%
707	1	< 0.1%
710	1	< 0.1%
798	1	< 0.1%
803	2	< 0.1%

Value	Count	Frequency (%)
1177412	1	< 0.1%
1165601	1	< 0.1%
1157944	1	< 0.1%
1150619	1	< 0.1%
1145991	1	< 0.1%
1140709	1	< 0.1%
1128432	1	< 0.1%
1114351	1	< 0.1%
1091714	1	< 0.1%
1067130	1	< 0.1%

Total Revolving Credit Limit
Real number (ℝ)

Distinct	35674
Distinct (%)	58.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23113.298

Minimum	1000
Maximum	201169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	478.4 KiB

Quantile statistics

Minimum	1000
5-th percentile	2716
Q1	8139.25
median	16712.5
Q3	32125.75
95-th percentile	63396.7
Maximum	201169
Range	200169
Interquartile range (IQR)	23986.5

Descriptive statistics

Standard deviation	20939.929
Coefficient of variation (CV)	0.9059689
Kurtosis	6.0090085
Mean	23113.298
Median Absolute Deviation (MAD)	10392.5
Skewness	1.9826469
Sum	1.4150423 × 10⁹
Variance	4.3848062 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5310	10	< 0.1%
12364	9	< 0.1%
5642	9	< 0.1%
5413	9	< 0.1%
4754	9	< 0.1%
7026	8	< 0.1%
7393	8	< 0.1%
10532	8	< 0.1%
7058	8	< 0.1%
4386	8	< 0.1%
Other values (35664)	61136	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1000	2	< 0.1%
1001	4	< 0.1%
1003	1	< 0.1%
1005	3	< 0.1%
1007	1	< 0.1%
1008	5	< 0.1%
1009	1	< 0.1%
1010	3	< 0.1%
1011	4	< 0.1%
1014	2	< 0.1%

Value	Count	Frequency (%)
201169	1	< 0.1%
197112	1	< 0.1%
193312	1	< 0.1%
192276	1	< 0.1%
190060	1	< 0.1%
189087	1	< 0.1%
188063	1	< 0.1%
185719	1	< 0.1%
183429	1	< 0.1%
178676	1	< 0.1%

Loan Status
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	478.4 KiB

0	61222

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	61222
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	61222	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	61222	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	61222	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	61222	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	61222	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61222	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	61222	100.0%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	ID	Loan Amount	Funded Amount	Funded Amount Investor	Term	Interest Rate	Grade	Employment Duration	Home Ownership	Verification Status	Debit to Income	Delinquency - two years	Inquires - six months	Open Account	Public Record	Revolving Balance	Revolving Utilities	Total Accounts	Initial List Status	Total Received Interest	Total Received Late Fee	Recoveries	Collection Recovery Fee	Application Type	Last week Pay	Total Collection Amount	Total Current Balance	Total Revolving Credit Limit
0	65087372	10000	32236	12329.362860	59	11.135007	B	MORTGAGE	176346.62670	Not Verified	16.284758	1	0	13	0	24246	74.932551	7	w	2929.646315	0.102055	2.498291	0.793724	INDIVIDUAL	49	31	311301	6619
1	1450153	3609	11940	12191.996920	59	12.237563	C	RENT	39833.92100	Source Verified	15.412409	0	0	12	0	812	78.297186	13	f	772.769385	0.036181	2.377215	0.974821	INDIVIDUAL	109	53	182610	20885
2	1969101	28276	9311	21603.224550	59	12.545884	F	MORTGAGE	91506.69105	Source Verified	28.137619	0	0	14	0	1843	2.073040	20	w	863.324396	18.778660	4.316277	1.020075	INDIVIDUAL	66	34	89801	26155
3	6651430	11170	6954	17877.155850	59	16.731201	C	MORTGAGE	108286.57590	Source Verified	18.043730	1	0	7	0	13819	67.467951	12	w	288.173196	0.044131	0.107020	0.749971	INDIVIDUAL	39	40	9189	60214
4	14354669	16890	13226	13539.926670	59	15.008300	C	MORTGAGE	44234.82545	Source Verified	17.209886	1	3	13	1	1544	85.250761	22	w	129.239553	19.306646	1294.818751	0.368953	INDIVIDUAL	18	430	126029	22579
5	50509046	34631	30203	8635.931613	36	17.246986	B	RENT	98957.47561	Not Verified	7.914333	3	2	16	0	2277	51.564476	20	w	464.818124	0.088584	5.043575	0.581688	INDIVIDUAL	32	42	51252	27480
6	32737431	30844	19773	15777.511830	59	10.731432	C	RENT	102391.82430	Verified	15.083911	0	0	11	0	14501	46.808804	37	w	525.738109	0.083528	3.167937	0.553076	INDIVIDUAL	71	3388	42069	31068
7	63151650	20744	10609	7645.014802	58	13.993688	A	OWN	61723.52014	Not Verified	29.829715	0	0	14	0	13067	23.936624	33	w	1350.245212	0.044965	0.098448	0.047589	INDIVIDUAL	87	48	184909	43303
8	4279662	9299	11238	13429.456610	59	11.178457	G	MORTGAGE	63205.09072	Verified	26.244710	0	0	6	0	549	15.947386	17	w	4140.198978	0.017106	0.530214	0.216985	INDIVIDUAL	144	26	68126	7482
9	4431034	19232	8962	7004.097481	58	5.520413	C	RENT	42015.46586	Source Verified	10.048549	1	0	11	0	1361	35.073345	30	f	2149.666963	0.008338	2.912215	0.886864	INDIVIDUAL	9	35	71650	14871

	ID	Loan Amount	Funded Amount	Funded Amount Investor	Term	Interest Rate	Grade	Employment Duration	Home Ownership	Verification Status	Debit to Income	Delinquency - two years	Open Account	Public Record	Revolving Balance	Revolving Utilities	Total Accounts	Initial List Status	Total Received Interest	Total Received Late Fee	Recoveries	Collection Recovery Fee	Application Type	Last week Pay	Total Collection Amount	Total Current Balance	Total Revolving Credit Limit
61212	38027187	23118	7020	20949.525790	58	15.716337	C	MORTGAGE	81967.15226	Not Verified	34.537577	1	12	0	27384	20.713108	11	f	1528.205851	0.071972	4.547243	0.257883	INDIVIDUAL	27	26	24532	15360
61213	14669554	31161	16000	8386.746929	59	6.524646	A	MORTGAGE	81220.63670	Source Verified	34.387740	0	9	0	505	51.613314	22	f	1057.826002	0.006861	1.109081	0.942539	INDIVIDUAL	9	39	92043	9705
61214	3793301	9712	25896	8740.589841	58	14.729811	B	MORTGAGE	39889.60578	Not Verified	29.475335	0	11	0	263	25.113762	19	f	2934.540277	0.028737	0.255695	1.083093	INDIVIDUAL	36	18	311173	46724
61215	60961518	5127	16956	13917.485220	59	19.388683	C	MORTGAGE	99748.53668	Source Verified	33.622294	0	10	0	1296	49.160800	18	f	265.479968	0.093146	1.805152	1.085486	INDIVIDUAL	36	39	4398	116219
61216	39022390	11703	19736	9972.202696	59	11.430757	E	MORTGAGE	50548.01172	Source Verified	32.637618	0	14	0	7787	7.360718	24	f	380.907394	0.067863	1.233240	0.778051	INDIVIDUAL	29	31	74453	9771
61217	7273094	11440	17672	22965.762900	59	15.025260	C	RENT	76128.78634	Verified	21.929698	0	8	0	5260	12.080662	7	w	2258.038712	0.010722	0.061096	0.325564	INDIVIDUAL	151	38	859647	21468
61218	35182714	8323	11046	15637.463010	59	9.972104	C	RENT	65491.12817	Source Verified	17.694279	0	12	0	9737	15.690703	14	w	3100.803125	0.027095	2.015494	1.403368	INDIVIDUAL	14	37	22692	8714
61219	16435904	15897	32921	12329.457750	59	19.650943	A	MORTGAGE	34813.96985	Verified	10.295774	0	7	1	2195	1.500090	9	w	2691.995532	0.028212	5.673092	1.607093	INDIVIDUAL	137	17	176857	42330
61220	5300325	16567	4975	21353.684650	59	13.169095	D	OWN	96938.83564	Not Verified	7.614624	0	14	0	1172	68.481882	15	f	3659.334202	0.074508	1.157454	0.207608	INDIVIDUAL	73	61	361339	39075
61221	65443173	15353	29875	14207.448600	59	16.034631	B	MORTGAGE	105123.15580	Verified	16.052112	0	30	0	8762	81.692328	16	f	1324.255922	0.000671	1.856480	0.366386	INDIVIDUAL	54	47	196960	66060

Overview

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